• 제목/요약/키워드: simple regression analysis

검색결과 923건 처리시간 0.026초

보간과 회귀를 위한 일반크리깅 모델 (Generalized Kriging Model for Interpolation and Regression)

  • 정재준;이태희
    • 대한기계학회논문집A
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    • 제29권2호
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    • pp.277-283
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    • 2005
  • Kriging model is widely used as design analysis and computer experiment (DACE) model in the field of engineering design to accomplish computationally feasible design optimization. In general, kriging model has been applied to many engineering applications as an interpolation model because it is usually constructed from deterministic simulation responses. However, when the responses include not only global nonlinearity but also numerical error, it is not suitable to use Kriging model that can distort global behavior. In this research, generalized kriging model that can represent both interpolation and regression is proposed. The performances of generalized kriging model are compared with those of interpolating kriging model for numerical function with error of normal distribution type and trigonometric function type. As an application of the proposed approach, the response of a simple dynamic model with numerical integration error is predicted based on sampling data. It is verified that the generalized kriging model can predict a noisy response without distortion of its global behavior. In addition, the influences of maximum likelihood estimation to prediction performance are discussed for the dynamic model.

Nondestructive Determination of Humic Acids in Soils by Near Infrared Reflectance Spectroscopy

  • Seo, Sang-Hyun;Park, Woo-Churl;Cho, Rae-Kwang;Xiaori Han
    • Near Infrared Analysis
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    • 제1권1호
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    • pp.31-35
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    • 2000
  • Near-infrared reflectance spectroscopy(NIRS) was used to determine the humic acids in soil samples from the fields of different crops and land-use over Youngnam and Honam regions in Korea. An InfraAlyzer 500 scanning spectrophotometer was obtained near infrared relectance spectra of soil at 2-nm intervals from 1100 to 2500nm. Multiple linear regression(MLR) or partial least square regression (PLSR) was used to evaluate a NIRS method for the rapid and nondestructive determination of humic acid, fulvic acid and its total contents in soils. The raw spectral data(log 1/R) can be used for estimating humic acid, fulvic acid and its total contents in soil by MLR procedure between the content of a given constituent and the spectral response of several bands. In which the predicted results for fulvic acid is the best in the constituents. The new spectral data are converted from the raw spectra by PLSR method such as the first derivative of each spectrum can also be used to predict humic acid and fulvic acid of the soil samples. A low SEC, SEP and a high coefficient of correlation in the calibration and validation stages enable selection of the best manipulation. But a simple calibration and prediction method for determining humic acid and fulvic acid should be selected under similar accuracy and precision of prediction. NIRS technique may be an effective method for rapid and nondestructive determination for humic acid, fulvic acid and its total contents in soils.

육아시설 청소년의 자아정체감과 지각된 보육사의 정서적 지지에 의한 청소년의 성가치관 (A Study on the Sexual Values of Institutionalized Adolescents in Terms of Ego-Identity and Perceived Emotional Support from Care Teachers)

  • 이영미;민하영;김경화
    • 가정과삶의질연구
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    • 제24권2호
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    • pp.165-175
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    • 2006
  • The purpose of this study was to examine the effects of ego?identity and rare teacher's emotional support on the value of sexuality of institutionalized adolescents. The subjects were 102 middle school adolescents in Daegu and Cyeongsangbuk Province, Korea. Ego-identity of the institutional youth, perceived emotional support of care teacher and sexual values reported by the institutionalized adolescents. The data were analyzed with an AMOS 5.5 Program by comparative fit index and a SPSS Win program 12.0 using cronbach's $\alpha$, simple regression, hierarchical multiple regression and path analysis. The findings showed that both the degree of ego-identity and perceived emotional support of care teacher exerted a significant effect on the sexual values of institutional youth. Furthermore, it is important to note that the care teacher's emotional support influenced sexual values of the youth, and was mediated by the ego-identity of the institutional youth.

한국청소년패널조사(KYPS) 가중치 부여 방법 연구: 중학교 2학년 패널의 경우 (A Study on the Construction of Weights for KYPS)

  • 박민규;이경상;박현수;강현철
    • 한국조사연구학회지:조사연구
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    • 제12권3호
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    • pp.173-186
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    • 2011
  • 본 연구에서는 2003년 시작된 한국청소년패널조사 중학교 2학년 패널자료 분석을 위해 필수적인 각 연도별 횡단면, 종단면 가중치 산출방안을 소개하고 있다. 패널 모집 당시 추출된 표본이 대표하는 모집단의 종단면적 변화 분석을 위한 종단면 가중치는 로지스틱 회귀분석을 이용한 무응답 보정과 사후 층화를 통해 산출되었으며, 조사 연도의 표본 대응 모집단 분석을 위해 필수적인 횡단면 가중치는 전년도 대비 응답률과 사후 층화를 통해 산출되었다.

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물중의 잔류농약 분석을 위한 SPME의 최적조건 선정에 관한 연구 (Preparation of Optimal Condition for Residual Pesticides Analysis by Solid-Phase Microextraction in Water)

  • 장미라;정효준;이홍근
    • 한국물환경학회지
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    • 제18권4호
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    • pp.421-433
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    • 2002
  • This study was conducted to develope a simple, rapid and solvent-free solid-phase microextraction(SPME) procedure for extracting three organochlorine, one triazine and nine organophosphorus pesticides from water. The optimal conditions of SPME for analyses of organochlorine pesticides were obtained at $250^{\circ}C$ of desorption temperature, 45 minutes of equilibrium time, pH 6 and NaCl 0% addition using $100{\mu}m$ polydimethylsiloxane fiber and those of triazine and organophosphorus pesticides were obtained at $270^{\circ}C$ of desorption temperature, 60 minutes of equilibrium time, pH 6 and NaCl 0% addition using $100{\mu}m$ polydimethylsiloxane fiber. This method showed good lineality for organochlorine pesticides between 0.0001 and $10{\mu}g/L$ with regression coefficients ranging 0.9986~0.9992 and for triazine and organophosphorus pesticides between 0.01 and $10{\mu}g/L$ with regression coefficients ranging 0.9867~0.9998.

도시 비취업주부 가계의 가족체계역동성 및 경제복지감 (A Study of Urban Unemployed Housewives' Dynamics of Family System and their Economic Well-Being)

  • 계선자;강혜경;유을용
    • 대한가정학회지
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    • 제42권12호
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    • pp.205-218
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    • 2004
  • We analyzed the dynamics of the family system and the economic well-being by utilizing the socio-demographic, objective economic, and subjective economic factors of urban unemployed housewives. The survey was conducted in Seoul and three other major cities. The subjects included housewives in these areas who were currently cohabiting with their spouses and had at least one child. The preliminary and main survey questionnaires were distributed between November 12, 2001 and February 27, 2002. Three hundred five survey questionnaires were collected and analyzed. We applied the frequency, average, percentage, Pearson's correlation coefficient, Cronbach's, simple regression and multiple regression analysis by using SPSS/PC WIN. The findings were as follows. First, the mean score of the availability of life information was 3.21. Second, when the availability of life information increased, the dynamics of family system improved. Third, when the dynamics of family system worked well, the housewives experienced economic well-being.

도시 취업주부 가계의 가족체계역동성 및 경제복지감 (A Study of Urban Employed Housewives' Dynamics of Family System and Their Economic Well-Being)

  • 계선자;강혜경;유을용
    • 대한가정학회지
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    • 제43권7호
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    • pp.53-65
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    • 2005
  • We analyzed the dynamics of the family system and the economic well-being by utilizing the socio-demographic objective economic and subjective economic factors of urban employed housewives. The survey was conducted in Seoul and three other major cities. The subjects consisted of employed housewives in these areas who were currently cohabiting with their spouses and had at least one child. The preliminary and main survey questionnaires were distributed between November 12, 2001 and February 27, 2002, and 254 survey questionnaires were collected and analyzed We applied the frequency, average, percentage, Cronbach's $\alpha$, simple regression and multiple regression analysis by using SPSS/PC WIN. The findings were as follows. First, the mean score of the availability of life information was 3.21. Second, when the stability of husband occupation increased, the dynamics of family system worked very well. Third, the dynamics of family system didn't have any influence on the economic well-being.

Van 형 차량의 보행자 충돌 사고 해석 모델 (Analytical Model in Pedestrian Accident by Van Type Vehicle)

  • 안승모;강대민
    • 한국기계가공학회지
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    • 제7권4호
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    • pp.115-120
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    • 2008
  • The fatalities of pedestrian accounted for about 40.0% of all fatalities in Korea (2005 year). In pedestrian involved accident, the most important data to inspect accident is throw distance of pedestrian. The throw distance of pedestrian can be influenced by many variables, such as vehicular frontal shape, vehicular impact speed, the offset of impact point, the height of pedestrian, and road condition. The trajectory of pedestrian after collision can be influenced by vehicular frontal shape classified into sedan type, box type, SUV type and van type. Many studies have been done about pedestrian accident with passenger car model and bus model for simple factors. But the study of pedestrian accident by van type vehicle was much insufficient, and even that the influence of multiple factors such as the offset of impact point was neglected. In this paper, a series of pedestrian kinetic simulation were conducted to inspect relationship between throw distance and multiple factors with using PC-CRASH s/w, a kinetic analysis program for a traffic accident for van type. By based on the simulation results, multi-variate regression was conducted, and regression equation was presented.

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Dividend Policy and Companies' Financial Performance

  • KANAKRIYAH, Raed
    • The Journal of Asian Finance, Economics and Business
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    • 제7권10호
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    • pp.531-541
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    • 2020
  • This study aims to determine the nature of the association between dividend policy and a corporation's financial performance in emerging countries, as well as the main variables that may have an effect on financial performance. The study included 92 industrial and service sector companies listed on the Amman Stock Exchange (ASE) during the period from 2015 to 2019. The study used Panel Data Analysis and cross-sectional time-series data and simple and multiple linear regression models. A multiple regression model was also developed in order to test whether guess factors may have a possible impact on financial performance (such as Dividend Yield, Dividend Pay-out Ratio, Firm Size, Leverage Ratio, Current Ratio). The data was collected from the annual reports and information that was available on the ASE website covering the period from 2015 to 2019. The results detect a strong relation between DY, DPR, and FSIZE variables that explain firm performance. Also leverage ratio is negatively and significantly associated with ROA and AOE. Moreover, no relations were detected between current ratio and financial performance. The study's conclusion is that dividend policy explains a lot of a company's financial performance, meaning that the dividend policy has a statistically significant impact on company financial performance.

모애착과 또래애착이 아동의 친구간 갈등해결전략에 미치는 영향 (Influence of Mother and Peer Attachment on Conflict Resolution Strategies of Children)

  • 정선현;이희영
    • 수산해양교육연구
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    • 제24권6호
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    • pp.793-805
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    • 2012
  • This study investigated the influence of mother and peer attachment on conflict resolution strategies of children. Following research questions were established. First, what is the influence of mother and peer attachment on conflict resolution strategies of children? Second, does the influence of mother and peer attachment on conflict resolution strategies of children differ according to sex? Third, what is the relative influence of mother and peer attachment on conflict resolution strategies of children? 485 fifth graders(male, 184; female, 163) from elementary schools located in Busan participated in this study and completed Inventory of Parent and Peer Attachment and Conflict Resolution Strategies Scale. Collected data were analyzed using t-test, Pearson Correlation Coefficient, Simple Regression and Multiple Regression Analysis. Major findings of this study were summarized as follows: First, both mother and peer attachment influenced on compromising and integration, avoiding and obliging strategies although the degree of influence were different. Second, the influence of mother and peer attachment on conflict resolution strategies differ according to gender. Third, the influence of peer attachment on conflict resolution strategies were greater than the one of mother attachment. Finally the significance of this study were presented with comments on limitations of this study.